{"id":"https://openalex.org/W2953973396","doi":"https://doi.org/10.1080/10543406.2019.1632875","title":"Sensitivity analysis for the generalized shared-parameter model framework","display_name":"Sensitivity analysis for the generalized shared-parameter model framework","publication_year":2019,"publication_date":"2019-06-27","ids":{"openalex":"https://openalex.org/W2953973396","doi":"https://doi.org/10.1080/10543406.2019.1632875","mag":"2953973396","pmid":"https://pubmed.ncbi.nlm.nih.gov/31246135"},"language":"en","primary_location":{"id":"doi:10.1080/10543406.2019.1632875","doi":"https://doi.org/10.1080/10543406.2019.1632875","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10543406.2019.1632875","pdf_url":null,"source":{"id":"https://openalex.org/S56946555","display_name":"Journal of Biopharmaceutical Statistics","issn_l":"1054-3406","issn":["1054-3406","1520-5711"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-scientific","cwts-core","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biopharmaceutical Statistics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027665179","display_name":"Abdul\u2010Karim Iddrisu","orcid":"https://orcid.org/0000-0002-6751-2516","observed_orcids":["https://orcid.org/0000-0002-6751-2516"]},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":true,"raw_author_name":"Abdul-Karim Iddrisu","raw_affiliation_strings":["Department of Statistical Sciences, University of Cape Town, Rondebosch South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Statistical Sciences, University of Cape Town, Rondebosch South Africa","institution_ids":["https://openalex.org/I157614274"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5084905754","display_name":"Freedom N. Gumedze","orcid":"https://orcid.org/0000-0003-4387-8844","observed_orcids":["https://orcid.org/0000-0003-4387-8844"]},"institutions":[{"id":"https://openalex.org/I157614274","display_name":"University of Cape Town","ror":"https://ror.org/03p74gp79","country_code":"ZA","type":"education","lineage":["https://openalex.org/I157614274"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Freedom Gumedze","raw_affiliation_strings":["Department of Statistical Sciences, University of Cape Town, Rondebosch South Africa"],"raw_orcid":"https://orcid.org/0000-0003-4387-8844","affiliations":[{"raw_affiliation_string":"Department of Statistical Sciences, University of Cape Town, Rondebosch South Africa","institution_ids":["https://openalex.org/I157614274"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5027665179"],"corresponding_institution_ids":["https://openalex.org/I157614274"],"apc_list":null,"apc_paid":null,"fwci":0.7668,"has_fulltext":false,"cited_by_count":10,"citation_normalized_percentile":{"value":0.74622845,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":97},"biblio":{"volume":"30","issue":"1","first_page":"197","last_page":"215"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10243","display_name":"Statistical Methods and Bayesian Inference","score":0.9829000234603882,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11235","display_name":"Statistical Methods in Clinical Trials","score":0.013899999670684338,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10845","display_name":"Advanced Causal Inference Techniques","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/2613","display_name":"Statistics and Probability"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/shared-parameter-models","display_name":"shared parameter models","score":0.7319999933242798},{"id":"https://openalex.org/keywords/sensitivity-analysis","display_name":"sensitivity analysis","score":0.7699999809265137},{"id":"https://openalex.org/keywords/missing-data","display_name":"missing data","score":0.7710000276565552},{"id":"https://openalex.org/keywords/missing-at-random","display_name":"missing at random","score":0.8989999890327454},{"id":"https://openalex.org/keywords/prednisolone","display_name":"prednisolone","score":0.9959999918937683},{"id":"https://openalex.org/keywords/cd4-count","display_name":"CD4 count","score":0.9459999799728394},{"id":"https://openalex.org/keywords/hiv","display_name":"HIV","score":0.5070000290870667},{"id":"https://openalex.org/keywords/antiretroviral-therapy","display_name":"antiretroviral therapy","score":0.8040000200271606},{"id":"https://openalex.org/keywords/robustness-of-inference","display_name":"inference robustness","score":0.7310000061988831}],"concepts":[{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.8583924770355225},{"id":"https://openalex.org/C2776715498","wikidata":"https://www.wikidata.org/wiki/Q11426176","display_name":"Prednisolone","level":2,"score":0.66108238697052},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.6042616367340088},{"id":"https://openalex.org/C21200559","wikidata":"https://www.wikidata.org/wiki/Q7451068","display_name":"Sensitivity (control systems)","level":2,"score":0.5873302221298218},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.46283936500549316},{"id":"https://openalex.org/C168743327","wikidata":"https://www.wikidata.org/wiki/Q1826427","display_name":"Random effects model","level":3,"score":0.45701271295547485},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.4473176598548889},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.4306294322013855},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.24074915051460266},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.11630785465240479},{"id":"https://openalex.org/C95190672","wikidata":"https://www.wikidata.org/wiki/Q815382","display_name":"Meta-analysis","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C24326235","wikidata":"https://www.wikidata.org/wiki/Q126095","display_name":"Electronic engineering","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003627","descriptor_name":"Data Interpretation, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005938","descriptor_name":"Glucocorticoids","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D005938","descriptor_name":"Glucocorticoids","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D005938","descriptor_name":"Glucocorticoids","qualifier_ui":"Q000627","qualifier_name":"therapeutic use","is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008137","descriptor_name":"Longitudinal Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010495","descriptor_name":"Pericarditis, Tuberculous","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010495","descriptor_name":"Pericarditis, Tuberculous","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010495","descriptor_name":"Pericarditis, Tuberculous","qualifier_ui":"Q000188","qualifier_name":"drug therapy","is_major_topic":false},{"descriptor_ui":"D010495","descriptor_name":"Pericarditis, Tuberculous","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D010495","descriptor_name":"Pericarditis, Tuberculous","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D010495","descriptor_name":"Pericarditis, Tuberculous","qualifier_ui":"Q000276","qualifier_name":"immunology","is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013997","descriptor_name":"Time Factors","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015233","descriptor_name":"Models, Statistical","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015337","descriptor_name":"Multicenter Studies as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D015337","descriptor_name":"Multicenter Studies as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D015337","descriptor_name":"Multicenter Studies as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D016032","descriptor_name":"Randomized Controlled Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D016032","descriptor_name":"Randomized Controlled Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D016032","descriptor_name":"Randomized Controlled Trials as Topic","qualifier_ui":"Q000706","qualifier_name":"statistics & numerical data","is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016896","descriptor_name":"Treatment Outcome","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018791","descriptor_name":"CD4 Lymphocyte Count","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018791","descriptor_name":"CD4 Lymphocyte Count","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D018791","descriptor_name":"CD4 Lymphocyte Count","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1080/10543406.2019.1632875","doi":"https://doi.org/10.1080/10543406.2019.1632875","is_oa":false,"landing_page_url":"https://doi.org/10.1080/10543406.2019.1632875","pdf_url":null,"source":{"id":"https://openalex.org/S56946555","display_name":"Journal of Biopharmaceutical Statistics","issn_l":"1054-3406","issn":["1054-3406","1520-5711"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["abdc-c","anvur-scientific","cwts-core","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","poland-70","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320547","host_organization_name":"Taylor & Francis","host_organization_lineage":["https://openalex.org/P4310320547","https://openalex.org/P4310320449"],"host_organization_lineage_names":["Taylor & Francis","Informa"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of Biopharmaceutical Statistics","raw_type":"journal-article"},{"id":"pmid:31246135","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/31246135","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Journal of biopharmaceutical statistics","raw_type":"Journal Article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9391000270843506}],"sustainable_development_goals_aurora":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.8399999737739563}],"study_designs":[],"awards":[{"id":"https://openalex.org/G7473372896","display_name":null,"funder_award_id":"NAF004\\1003","funder_id":"https://openalex.org/F4320320241","funder_display_name":"Academy of Medical Sciences"}],"funders":[{"id":"https://openalex.org/F4320320241","display_name":"Academy of Medical Sciences","ror":"https://ror.org/00c489v88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W87072980","https://openalex.org/W1531439921","https://openalex.org/W1591638896","https://openalex.org/W1969121400","https://openalex.org/W1989972396","https://openalex.org/W1992228584","https://openalex.org/W2007196674","https://openalex.org/W2029615513","https://openalex.org/W2033836245","https://openalex.org/W2035357001","https://openalex.org/W2036505879","https://openalex.org/W2050762021","https://openalex.org/W2053046726","https://openalex.org/W2053802025","https://openalex.org/W2059180350","https://openalex.org/W2068817959","https://openalex.org/W2079037210","https://openalex.org/W2082246284","https://openalex.org/W2084117678","https://openalex.org/W2100358124","https://openalex.org/W2317803419","https://openalex.org/W2351767899","https://openalex.org/W2565524967","https://openalex.org/W2810197347","https://openalex.org/W2885274551","https://openalex.org/W2916721904","https://openalex.org/W3197494818","https://openalex.org/W4211101039","https://openalex.org/W4237411262","https://openalex.org/W4243155135","https://openalex.org/W4249999102","https://openalex.org/W4256154916"],"related_works":["https://openalex.org/W2414912983","https://openalex.org/W2112949206","https://openalex.org/W289173346","https://openalex.org/W4290431419","https://openalex.org/W2050652330","https://openalex.org/W1600551280","https://openalex.org/W4236675745","https://openalex.org/W2019959580","https://openalex.org/W2087554230","https://openalex.org/W4380150146"],"abstract_inverted_index":{"In":[0],"this":[1,97],"paper,":[2],"we":[3],"assess":[4,38],"the":[5,22,30,48,59,71,77,84,94,102,112,141,192],"effect":[6,146,158,181],"of":[7,24,40,96,104,179],"tuberculosis":[8],"pericarditis":[9],"treatment":[10],"(prednisolone)":[11],"on":[12,108,159],"CD4":[13,85,160],"count":[14,86,161],"changes":[15,162],"over":[16,163],"time":[17,164],"and":[18,33,81,88,135,147,165,187],"draw":[19],"inferences":[20,120],"in":[21],"presence":[23],"missing":[25,31,51,63,122,131,148],"data.":[26],"We":[27,75,99],"accounted":[28],"for":[29],"data":[32,49,60,87,149],"performed":[34,89],"sensitivity":[35,67],"analyses":[36],"to":[37,54,83,92,129,154],"robustness":[39],"inferences,":[41],"from":[42,121],"a":[43],"model":[44,73,126],"that":[45,47,56,58,119],"assumes":[46],"are":[50,61,69,127],"at":[52,64,123,132],"random,":[53],"models":[55,134],"assume":[57],"not":[62,130,139,168],"random.":[65],"Our":[66,116],"approaches":[68],"within":[70],"shared-parameter":[72],"framework.":[74],"implemented":[76],"approach":[78],"by":[79],"Creemers":[80],"colleagues":[82],"simulation":[90,174],"studies":[91,175],"evaluate":[93],"performance":[95],"approach.":[98,115],"also":[100,166],"assessed":[101],"influence":[103,114],"potentially":[105],"influential":[106,136],"subjects,":[107],"parameter":[109],"estimates,":[110],"via":[111],"global":[113],"results":[117],"revealed":[118],"random":[124,133],"analysis":[125],"robust":[128],"subjects":[137],"did":[138,167],"overturn":[140],"study":[142],"conclusions":[143],"about":[144],"prednisolone":[145,180],"mechanism.":[150],"Prednisolone":[151],"was":[152],"found":[153],"have":[155],"no":[156],"significant":[157],"interact":[169],"with":[170,182],"anti-retroviral":[171],"therapy.":[172],"The":[173],"produced":[176],"unbiased":[177],"estimates":[178],"lower":[183],"mean":[184],"square":[185],"errors":[186],"coverage":[188,194],"probabilities":[189],"approximately":[190],"equal":[191],"nominal":[193],"probability.":[195]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":3},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":1}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2025-10-10T00:00:00"}
